Sonar-TS introduces a search-then-verify neuro-symbolic pipeline for natural language querying over time series databases and releases the NLQTSBench benchmark.
The model is instructed to perform semantic operations—Add(if new),Merge(if similar), orDiscard(if redundant)—ensuring the knowledge base remains compact and highly relevant
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Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
Sonar-TS introduces a search-then-verify neuro-symbolic pipeline for natural language querying over time series databases and releases the NLQTSBench benchmark.